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Debugging LLM Models

This story is from 2026-09-12. It is preserved in the archive; the latest stories are on the live feed.

I built a small CLI tool that debugs bad LLM outputs by treating another LLM as a critic. It takes a broken prompt-response pair, diagnoses the failure, and rewrites the system prompt. Because I run it on Oxlo.ai, iterating on long debugging traces costs the same flat rate per request regardless of…

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  1. 2026-09-12 11:34 · DEV Community — AI
    Debugging LLM Models

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